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RCBode plot-based controller design for dual-stage actuators in HDDs 基于rbode绘图的双级驱动器控制器设计
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-12-10 DOI: 10.1016/j.mechatronics.2025.103447
Ryutaro Tokuyama, Takenori Atsumi
Hard disk drives (HDDs) are essential for large-scale data management in modern AI-oriented server infrastructures. This paper proposes a novel control strategy to improve the precision of magnetic-head positioning. The core of our methodology is a frequency-domain framework, the Robust Controller Bode (RCBode) plot, which provides an intuitive platform for loop-shaping filter design based on classical control theory. We further generalize this method to address Dual-Input Single-Output (DISO) configurations, specifically for the dual-stage actuator architectures in HDDs. The performance of the proposed control scheme was validated through benchmark scenarios, demonstrating a strong correlation with empirical data and confirming its effectiveness and practical utility.
在现代面向人工智能的服务器基础设施中,硬盘驱动器(hdd)对于大规模数据管理至关重要。为了提高磁头定位精度,提出了一种新的控制策略。我们的方法的核心是一个频域框架,鲁棒控制器波德(RCBode)图,它为基于经典控制理论的环整形滤波器设计提供了一个直观的平台。我们进一步推广该方法来解决双输入单输出(DISO)配置,特别是hdd中的双级执行器架构。通过基准场景验证了所提出的控制方案的性能,证明了与经验数据的强相关性,证实了其有效性和实用性。
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引用次数: 0
Hazard-constrained global-local path planning for fault-tolerant hexapod robots on unstructured terrain 非结构化地形上容错六足机器人的风险约束全局局部路径规划
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-12-02 DOI: 10.1016/j.mechatronics.2025.103438
Bo You , Haiyu She , Jiayu Li , Chen Chen
This study proposes an integrated path-planning framework for fault-tolerant hexapod robots navigating unstructured environments, addressing challenges posed by leg joint failures. The framework combines an enhanced A* algorithm with an adaptive Dynamic Window Approach (DWA) to improve navigation robustness. The A* algorithm incorporates a hazard-based model assessing terrain features like slopes, obstacles, and trenches, optimizing global paths by refining heuristic functions and minimizing path complexity to ensure safety and efficiency. The adaptive DWA dynamically adjusts local trajectories, balancing goal alignment, obstacle avoidance, stability, and energy efficiency through fault-specific evaluations, with weights tuned for optimal performance. Simulations and physical experiments demonstrate that the approach outperforms conventional methods, producing smoother, safer paths and enhancing stability across diverse terrains, even under fault conditions. This framework provides innovative solutions for reliable navigation in complex environments, offering significant potential for applications in search and rescue operations and extraterrestrial exploration, where adaptability and fault tolerance are critical for mission success.
本研究提出了一种集成路径规划框架,用于容错六足机器人在非结构化环境中导航,解决腿部关节故障带来的挑战。该框架结合了增强的A*算法和自适应动态窗口方法(DWA)来提高导航鲁棒性。A*算法结合了一个基于危险的模型,评估斜坡、障碍物和沟槽等地形特征,通过改进启发式函数优化全局路径,并最小化路径复杂性,以确保安全和效率。自适应DWA动态调整局部轨迹,通过故障特定评估平衡目标对齐、避障、稳定性和能量效率,并调整权重以获得最佳性能。仿真和物理实验表明,该方法优于传统方法,即使在故障条件下,也能产生更平滑、更安全的路径,并提高各种地形的稳定性。该框架为复杂环境下的可靠导航提供了创新的解决方案,为搜救行动和地外探索提供了巨大的应用潜力,在这些领域,适应性和容错能力对任务的成功至关重要。
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引用次数: 0
Design and control of a novel XY compliant micro-positioning stage with low geometric nonlinearity and large workspace 一种低几何非线性、大工作空间的新型XY柔性微定位台的设计与控制
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-11-27 DOI: 10.1016/j.mechatronics.2025.103437
Linkang Wang , Bai Chen , Tianzuo Chang , Jiafeng Yao , Hongtao Wu , Shuo Ding
Piezoelectric-driven XY compliant micro-positioning stages (XY-CMPSs) are widely employed in nanopositioning applications. However, existing designs face significant challenges in simultaneously achieving low geometric nonlinearity and a large workspace. This paper presents a novel XY-CMPS designed to overcome these limitations through a planar arrangement of multi-stage parallelogram mechanisms. To analyze the performance characteristics of the proposed stage, an amplification ratio model that accounts for both driving load and external equivalent load was established using the chain-based compliance matrix method (CCMM). On this basis, kinetostatic and dynamic analysis models were developed. The design parameters were optimized via a multi-objective optimization approach. Finite element analysis (FEA) results indicate that the proposed design reduces geometric nonlinearity by 62.35 % while achieving a larger workspace. Experimental evaluations on an XY-CMPS prototype demonstrated a workspace of 214.84 × 218.65 μm². The measured force-displacement relationship remains linear with a relative error below 3.17 %, confirming low geometric nonlinearity. The parasitic displacement was measured to be <2.5 μm (1.20 %). Furthermore, a motion tracking accuracy of up to 98.92 % was attained, which is attributed to the high natural frequency of approximately 210 Hz.
压电驱动的XY柔性微定位平台(XY- cmps)在纳米定位中得到了广泛的应用。然而,现有的设计在同时实现低几何非线性和大工作空间方面面临着重大挑战。本文提出了一种新颖的XY-CMPS,旨在通过多级平行四边形机构的平面排列来克服这些限制。为了分析该阶段的性能特征,采用基于链的柔度矩阵法(CCMM)建立了考虑驱动载荷和外部等效载荷的放大比模型。在此基础上,建立了动、静态分析模型。采用多目标优化方法对设计参数进行优化。有限元分析(FEA)结果表明,该设计在获得更大工作空间的同时,将几何非线性降低了62.35%。在XY-CMPS样机上的实验评估表明,工作空间为214.84 × 218.65 μ²。实测力-位移关系保持线性,相对误差在3.17%以下,几何非线性程度较低。寄生位移测量值为<;2.5 μm(1.20%)。此外,运动跟踪精度高达98.92%,这归功于约210 Hz的高固有频率。
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引用次数: 0
Visual SLAM algorithm based on dynamic attribute recognition in dynamic scenes 基于动态场景动态属性识别的视觉SLAM算法
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-11-22 DOI: 10.1016/j.mechatronics.2025.103427
Jian Xiong , Longwei Fan , Dayong Yang , Pengwen Xiong , Jie Lu , Weisheng Zhong
Visual SLAM algorithms suffer from errors in dynamic scenes due to interference from dynamic objects, leading to significant degradation in system accuracy. Existing deep learning-based methods for removing feature points of dynamic objects focus solely on actively moving objects with prior information, neglecting the dynamic characteristics of passive objects. To address this issue, we propose the concept of dynamic attribute recognition based on active–passive relationships; starting from the correlation between objects, we determine the dynamic attributes of passive objects based on the dynamic attributes of active objects. Building upon this, we propose a visual SLAM algorithm based on dynamic attribute recognition. First, YOLO is employed for object detection to identify the semantic information of objects and obtain their positional information. Then, the Euclidean distance is used to determine the affiliation between active and passive objects. Specifically, if the active object is a person, the Euclidean distance between the passive object and the hand keypoints determines their affiliation. Simultaneously, the Lucas-Kanade optical flow method and RANSAC are used to further assist in determining the dynamic attributes of both active and passive objects. Finally, feature points within the regions occupied by active and passive objects identified as dynamic are either removed or their weights are reduced, relying on static feature points to achieve camera pose estimation. Experimental results demonstrate that our algorithm reduces both the Absolute Trajectory Error (ATE) and Relative Pose Error (RPE) by over 90% compared to the original ORB-SLAM2 on high-dynamic sequences of the TUM dataset. Compared to similar algorithms such as DS-SLAM and Dyna-SLAM, our method exhibits superior accuracy and robustness in dynamic scenes containing both active and passive objects, with the tracking thread processing each frame in an average of only 29.36 ms. Our approach significantly enhances both the accuracy and real-time performance of SLAM algorithms in dynamic scenes.
视觉SLAM算法在动态场景中会受到动态对象的干扰而产生误差,导致系统精度显著下降。现有的基于深度学习的动态物体特征点去除方法只关注具有先验信息的主动运动物体,而忽略了被动物体的动态特征。为了解决这一问题,我们提出了基于主-被动关系的动态属性识别概念;从对象之间的相关性出发,基于主动对象的动态属性确定被动对象的动态属性。在此基础上,提出了一种基于动态属性识别的视觉SLAM算法。首先,利用YOLO进行目标检测,识别目标的语义信息,获取目标的位置信息。然后,利用欧几里得距离来确定主动和被动物体之间的隶属关系。具体来说,如果主动对象是人,则被动对象与手关键点之间的欧几里得距离决定了它们的隶属关系。同时,利用Lucas-Kanade光流法和RANSAC进一步辅助确定主动式和被动式目标的动态属性。最后,将识别为动态的主动和被动物体所占区域内的特征点去除或降低其权重,依靠静态特征点实现相机姿态估计。实验结果表明,在TUM数据集的高动态序列上,与原始ORB-SLAM2相比,我们的算法将绝对轨迹误差(ATE)和相对姿态误差(RPE)降低了90%以上。与DS-SLAM和Dyna-SLAM等算法相比,该方法在包含主动和被动目标的动态场景中表现出更高的精度和鲁棒性,跟踪线程处理每帧的平均时间仅为29.36 ms。我们的方法显著提高了SLAM算法在动态场景中的精度和实时性。
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引用次数: 0
Data-driven pressure controller using proportional piezoelectric valves for soft pneumatic actuators 数据驱动的压力控制器采用比例压电阀的软气动执行器
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-11-22 DOI: 10.1016/j.mechatronics.2025.103428
A. Pawluchin , T.-L. Habich , T. Seel , I. Boblan
Pressure control forms the foundation for operating soft pneumatic actuators (SPAs). For effective motion or force control, however, the underlying pressure control must be both fast and accurate. This can be achieved either by placing the valve close to the actuator or by compensating for long pneumatic tubes through dynamic modeling. Tube compensation, however, is complex and difficult to implement, while direct valve mounting is often impractical because conventional proportional valves are large and heavy.
To overcome these limitations, a compact, custom-designed 3/3-valve unit (CVU) based on Festo’s VEAE piezoelectric valves is developed. The CVU supports pressures up to 6 bar, flow rates up to 70 l/min and control bandwidths exceeding 9 Hz. It is controlled using the presented data-driven approach, which eliminates the need for classical system identification and automatically adapts to different actuator volumes, resulting in high accuracy and simple deployment.
The control scheme employs a two-stage, data-driven architecture based on single-shot Gaussian process (GP) regression. First, the inverse static flow characteristics of each valve are modeled, compensating for valve-to-valve variability without manual mass-flow identification. Second, the CVU is adapted to the actuator’s state-dependent volume, improving accuracy and robustness to external disturbances. In both stages, only the pressure derivative is used, avoiding the need for additional flow sensors or external test benches and keeping the approach lightweight and low-cost. The CVU with the data-driven control method was validated on an antagonistic pneumatic arm with pneumatic artificial muscles (PAMs) and benchmarked against a manually tuned PID controller, a feedback-linearized controller based on analytical system inversion and a commercially available VEAB valve unit. Across all tests, the CVU with GP-based control achieved highly accurate pressure tracking and disturbance rejection. All hardware (CAD) and development code (m-code) are released as open source.
压力控制是操作软气动执行器(spa)的基础。然而,对于有效的运动或力控制,底层压力控制必须既快速又准确。这可以通过将阀门靠近执行器或通过动态建模补偿长气动管来实现。然而,管道补偿是复杂和难以实施的,而直接安装阀门通常是不切实际的,因为传统的比例阀又大又重。为了克服这些限制,基于Festo的VEAE压电阀开发了一种紧凑的定制设计的3/3阀单元(CVU)。CVU支持压力高达6bar,流量高达70l /min,控制带宽超过9hz。该系统采用数据驱动的方法进行控制,消除了传统系统识别的需要,并自动适应不同的执行器体积,从而实现高精度和简单的部署。该控制方案采用基于单次高斯过程(GP)回归的两阶段数据驱动架构。首先,对每个阀门的反向静态流量特性进行建模,补偿阀门间的可变性,而无需人工进行质量流量识别。其次,CVU适应于执行器的状态相关体积,提高了精度和对外部干扰的鲁棒性。在这两个阶段中,只使用压力导数,避免了额外的流量传感器或外部测试台的需要,并保持了该方法的轻量化和低成本。采用数据驱动控制方法的CVU在带有气动人工肌肉(pam)的拮抗气动臂上进行了验证,并与手动调谐PID控制器、基于解析系统反演的反馈线性化控制器和市售VEAB阀单元进行了基准测试。在所有测试中,基于gp控制的CVU实现了高精度的压力跟踪和干扰抑制。所有硬件(CAD)和开发代码(m-code)都是开源的。
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引用次数: 0
Design and multi-objective optimization of a novel robust command shaping technique for the tolerable level of residual vibration 一种新的残余振动可容忍水平鲁棒指令成形技术的设计与多目标优化
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-11-21 DOI: 10.1016/j.mechatronics.2025.103426
Ferhat Kaya , Caglar Conker
This manuscript addresses the problem of designing a robust input shaper capable of suppressing residual vibrations in flexible robotic and mechanical systems under modeling errors and parameter uncertainties, while also providing smooth reference commands.The proposed approach integrates Cycloid, Ramped Versine and Ramp (CPRVPR) functions with Zero Vibration (ZV, ZVD, and ZVDD) input shapers, optimizing their parameters using the Vibrating Particle System (VPS) Algorithm. Furthermore, the study proposes a novel multi-objective function that accounts for critical parameters of input shaping techniques in flexible robotic systems and the robustness constraints of Extra-Insensitive input shapers. The theoretical outcomes of the proposed command shaping approaches were experimentally validated through their application to a linear crane system. The effectiveness of the three proposed methods was demonstrated by comparing them against fifteen well-known input shaping techniques. The novel intelligent command shaping design was shown to effectively mitigate or eliminate residual vibrations in flexible systems, even under high levels of uncertainty.
本文解决了设计一个鲁棒输入整形器的问题,该整形器能够在建模误差和参数不确定的情况下抑制柔性机器人和机械系统中的残余振动,同时还提供平滑的参考命令。该方法将摆线、斜线和斜线(CPRVPR)函数与零振动(ZV、ZVD和ZVDD)输入形状器相结合,利用振动粒子系统(VPS)算法对其参数进行优化。此外,该研究提出了一个新的多目标函数,该函数考虑了柔性机器人系统中输入整形技术的关键参数和超不敏感输入整形器的鲁棒性约束。通过对线性起重机系统的实验验证了所提出的命令成形方法的理论结果。通过将这三种方法与15种知名的输入整形技术进行比较,证明了它们的有效性。研究表明,即使在高度不确定的情况下,这种新颖的智能指令整形设计也能有效地减轻或消除柔性系统中的残余振动。
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引用次数: 0
Driver perspective inspired pure pursuit path tracking control method for autonomous ground vehicles 基于驾驶员视角的自动驾驶地面车辆纯追踪路径跟踪控制方法
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-11-20 DOI: 10.1016/j.mechatronics.2025.103424
Haojie Zhang , Rongmin Liang , Feng Jiang , Qing Li
The autonomous ground vehicles (AGVs) are expected to reliably track a planned path with high-accuracy in a wide variety of industry and civilian applications. Pure pursuit is widely used to solve this problem. However, most of the existing pure pursuit methods have the cutting-corner problem which results in poor path tracking performance when there are sharp turns. In this article, we learn from how the human drivers look ahead when they drive the vehicle to follow a road and propose the concept of path projected area for the first time which is similar to the driver perspective. An adaptive pure pursuit path tracking control method based on projected area is developed for AGVs, named PA-PP. First, a look-ahead distance is selected based on the predefined threshold of the path projected area in the method. Then, the velocity allocation method is introduced which also takes into account the path projected area. The optimal control command is generated through an adaptive controller. We verify the effectiveness of the PA-PP method in simulation and vehicle tests by comparing the performance of it with other three pure pursuit methods. The results show that the PA-PP method can not only improve the tracking robustness while the vehicle enters a turn, but also can result in a reduction of cumulative path tracking errors by nearly 31.09% in simulation test and 21.02% in vehicle experiment comparing to those of the classic pure pursuit algorithms.
自主地面车辆(agv)有望在各种工业和民用应用中以高精度可靠地跟踪规划路径。单纯追求被广泛用于解决这一问题。然而,现有的纯跟踪方法大多存在拐角问题,导致在急转弯时路径跟踪性能较差。在这篇文章中,我们借鉴了人类驾驶员在驾驶车辆沿着道路行驶时的前瞻,首次提出了类似于驾驶员视角的路径投影面积的概念。提出了一种基于投影面积的agv自适应纯追踪路径跟踪控制方法PA-PP。该方法首先根据路径投影面积的预定义阈值选择前瞻距离;然后介绍了考虑路径投影面积的速度分配方法。最优控制命令通过自适应控制器生成。通过与其他三种纯追踪方法的性能比较,验证了PA-PP方法在仿真和车辆试验中的有效性。结果表明,PA-PP方法不仅提高了车辆转弯时的跟踪鲁棒性,而且与经典的纯跟踪算法相比,仿真测试和车辆实验的累积路径跟踪误差分别减少了近31.09%和21.02%。
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引用次数: 0
Ultra-Local Sliding Mode Control with Control Barrier Functions: A Framework for Adaptive Cruise Control 具有控制障碍函数的超局部滑模控制:一种自适应巡航控制框架
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-11-20 DOI: 10.1016/j.mechatronics.2025.103430
Fernando Zolubas Preto , Bruno Augusto Angélico , Evandro Leonardo Silva Teixeira , João Francisco Justo
This work proposes a unification of safety-proven control laws with modeling-free approaches, with a primary focus on handling complex applications. The proposed control law is an Ultra-Local Sliding-Mode Control (ULSMC) with Control Barrier Function (CBF) that is a combination capable of ensuring safety and robustness using minimal phenomenological modeling. This approach is used to design an Adaptive Cruise Control (ACC) system that has successfully accomplished some of the most challenging Euro NCAP Tests in a Hardware-In-the-Loop platform, using a realistic vehicular simulator. Moreover, a cubic per part condition is developed on the time derivative of the CBF, allowing the CBF safety filter to dynamically arbitrate between prioritizing safety, performance, or safety-recoverability according to the safety level measured by the CBF function. In particular, safety-recoverability is verified through simulations of realistic hazardous scenarios caused by external vehicles on the road. Furthermore, a modified headway-time-based CBF is developed to address ACC operation under complete stop scenarios. The robustness of the ULSMC control is shown to be essential to ensure ACC performance requirements when adopting an almost modeling-free approach.
这项工作提出了安全证明的控制律与无建模方法的统一,主要关注处理复杂的应用程序。所提出的控制律是一种具有控制障碍函数(CBF)的超局部滑模控制(ULSMC),它是一种能够使用最小现象学建模确保安全性和鲁棒性的组合。该方法被用于自适应巡航控制(ACC)系统的设计,该系统已经成功地在硬件在环平台上完成了一些最具挑战性的欧洲NCAP测试,使用了逼真的车辆模拟器。此外,在CBF的时间导数上建立了每部分立方的条件,允许CBF安全过滤器根据CBF函数测量的安全级别动态地在优先安全、性能或安全可恢复性之间进行仲裁。特别是,通过模拟外部车辆在道路上造成的现实危险情景,验证了安全可恢复性。此外,开发了一种改进的基于进度时间的CBF,以解决完全停止情况下的ACC操作问题。当采用几乎无需建模的方法时,ULSMC控制的鲁棒性对于确保ACC性能要求至关重要。
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引用次数: 0
An electromagnetically actuated large-range nanopositioner with integrated magnetic preloading 一种集成磁预压的电磁驱动大范围纳米逆变器
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-11-12 DOI: 10.1016/j.mechatronics.2025.103425
R. Krishna , G.R. Jayanth
Voice coil motors are excellent for actuating nanopositioners owing to their simplicity and stability, but possess large footprint relative to their range, and also require trading off between their range and speed. This paper reports a compact, large range voice-coil motor based nanopositioner which avoids trading off between range and speed. The large range is achieved by means of an optimally designed magnetic preloading system that loads the mechanical suspension close to its first buckling mode and thereby greatly reduces its mechanical stiffness. A planar electromagnetic actuator is proposed, and is shown to enable independent control of electromagnetic force and local stiffness, which together also trading off between range and speed. Analytical models are proposed for both these systems, validated using numerical simulations, and subsequently experimentally realized. The actuation range of over 3 mm is experimentally achieved, representing a 5.76 fold improvement compared to a conventional compliant suspension. A 3.4 times speed improvement is demonstrated owing to the high magnetic trapping stiffness as compared to the case without it. Feedback control of the stage has also been performed and demonstrated to enable accurately tracking diverse waveforms. A large range-to-footprint ratio of 1:10 is achieved. The positioner is demonstrated to follow 40 nm step increments with a noise of 2.34 nm RMS.
音圈电机因其简单和稳定而非常适合驱动纳米定位器,但相对于其范围而言,其占地面积较大,并且还需要在范围和速度之间进行权衡。本文报道了一种紧凑、大量程音圈电机纳米逆变器,避免了量程和速度之间的权衡。大范围是通过优化设计的磁预加载系统实现的,该系统加载机械悬架接近其第一屈曲模式,从而大大降低了其机械刚度。提出了一种平面电磁执行器,并证明了它可以实现电磁力和局部刚度的独立控制,同时也可以在距离和速度之间进行权衡。本文提出了这两种系统的解析模型,并通过数值模拟进行了验证,随后进行了实验实现。在实验中实现了超过3毫米的驱动范围,与传统的柔性悬架相比,提高了5.76倍。由于高磁捕获刚度,与没有磁捕获刚度的情况相比,速度提高了3.4倍。舞台的反馈控制也被执行并证明能够准确地跟踪各种波形。实现了1:10的大范围与足迹比。该定位器被证明遵循40 nm步长增量,噪声为2.34 nm RMS。
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引用次数: 0
Fixed-time adaptive sliding mode momentum observer for external torque estimation of robotic manipulators 机械臂外转矩估计的定时自适应滑模动量观测器
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-11-12 DOI: 10.1016/j.mechatronics.2025.103429
Jiahua Ma , Wenxiang Deng , Wei Chen , Jian Hu , Jianyong Yao
This paper proposes a fixed-time adaptive sliding mode momentum observer (FTASMMO) to improve external torque estimation in robotic manipulators interacting with the environment, without the need for torque sensors, thus enabling effective collision detection. Specifically, the proposed observer integrates fixed-time stability with generalized momentum, ensuring that the estimation error of external torques remains fixed-time stable. An adaptive law is introduced to effectively handle time-varying external torques with unknown upper bounds, while reducing conservatism in gain selection. The observer also employs a smooth tanh function in place of a sign function to reduce estimation chattering and improve observation accuracy. Additionally, Lyapunov analysis is employed to demonstrate the fixed-time stability of the observer. Simulation and experiments with a 7-degree-of-freedom collaborative robot demonstrate that the proposed observer significantly improves the speed and accuracy of torque estimation compared to existing methods.
本文提出了一种固定时间自适应滑模动量观测器(FTASMMO),以改进机器人与环境交互时的外部扭矩估计,而不需要扭矩传感器,从而实现有效的碰撞检测。具体来说,该观测器将定时稳定性与广义动量相结合,保证了外部力矩的估计误差保持定时稳定。引入一种自适应律,有效地处理带有未知上界的时变外部转矩,同时降低了增益选择的保守性。该观测器还采用平滑tanh函数代替符号函数,以减少估计抖振,提高观测精度。此外,采用李雅普诺夫分析来证明观测器的定时稳定性。对一个7自由度协作机器人的仿真和实验表明,与现有方法相比,该观测器显著提高了力矩估计的速度和精度。
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引用次数: 0
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Mechatronics
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